TLDR: Buyers researching a hot tub or pool are starting to ask ChatGPT instead of Google, and most dealerships never show up in the answer. AI search pulls recommendations differently than traditional search does, which means AI for your hot tub dealership takes a different approach than doing SEO for your hot tub dealership. The dealers who figure this out now are getting found before their competitors even realize this channel exists.
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A growing number of buyers researching a hot tub or pool purchase aren’t starting with Google anymore. They’re opening ChatGPT and typing something like “best hot tub dealer near me” or “who sells the best above ground pools in [city]” and getting a confident, specific answer back. A short list of recommended dealers, sometimes with a sentence about why each one made the cut.
Most dealership owners have never seen that list. They’ve never even thought to check. And if their business isn’t on it, they’re losing buyers at the exact moment those buyers are deciding who to call or who to visit, without ever knowing the moment happened.
How AI Search Actually Pulls Recommendations
Traditional search engines crawl the web, index pages, and rank them based on relevance and authority signals built up over years. That’s the world SEO was built for.
AI search tools work differently. When someone asks ChatGPT, Gemini, or Google’s AI Overviews for a recommendation, the model isn’t scrolling through ranked links. It’s synthesizing an answer in real time, pulling from sources it considers clear, trustworthy, and well-structured. It’s looking for businesses that are easy to identify, easy to describe, and backed up by consistent information across the web, reviews, directories, and other sites that mention them. It’s a lot, and it’s overwhelming… I know.
This practice has a name, actually two.
- AEO, answer engine optimization, refers to structuring content so it gets pulled directly into an answer instead of just ranked on a results page.
- GEO, generative engine optimization, covers the broader practice of optimizing for how generative AI models discover, understand, and cite a business at all.
Different terms, same underlying goal: being the source an AI model trusts enough to mention by name.
Why This Is Different Than Doing SEO for Your Hot Tub Dealership
This is the part most dealers miss. AI search optimization is not the same as doing SEO, even though the two overlap.
SEO earns a dealership a spot on a results page a buyer has to scroll through and compare against nine other listings. AI search optimization earns a dealership a mention inside a generated answer the buyer never scrolls past at all. That’s a very different kind of visibility, and it depends on different signals.
Where SEO leans heavily on keyword targeting, backlinks, and page-level ranking factors, AI search optimization leans on entity clarity: is it obvious who this business is, what it sells, and where it operates. It leans on structured, direct answers to real buyer questions instead of long pages built primarily to rank. And it leans heavily on third-party validation, reviews, directory listings, and mentions across the web that confirm the same information over and over, since AI models trust consistency across many sources more than they trust a single well-optimized page.
A dealership can rank reasonably well on Google and still be completely invisible in AI search, because the two systems are evaluating fundamentally different things.
What It Takes to Get Included
Showing up in AI-generated answers comes down to a few consistent factors. Content needs to be structured to directly answer the questions buyers are actually asking, not buried in vague marketing language. This is exactly why the blog work most dealers avoid matters even more now: a body of clear, direct content answering real buyer questions is precisely what AI models pull from when building an answer.
- Business information needs to be consistent everywhere it appears. Name, service area, specialties, and offerings should match across the website, Google Business Profile, and every directory listing. Inconsistency, even small differences, makes it harder for an AI model to confidently cite a business.
- Reviews and third-party mentions matter more than most dealers realize. AI models weigh outside validation heavily, since a business that’s mentioned positively and repeatedly across independent sources reads as more trustworthy than one that only talks about itself.
- Put together, this is what AI for your hot tub dealership actually means in practice: not a single trick or plugin, but a deliberate, ongoing effort to be the clearest, most consistent, most validated source an AI model can find on the topic.
Karen Martinez, our SEO and AI search team lead, sees this as one of the biggest open opportunities in the industry right now:
“We live in an exciting world right now. People are adopting AI and using it in their daily lives. If hot tub dealers would take the time to build the right content regularly, optimize it for AI search and SEO, they will be light years ahead of their competitors who are sleeping on this, which is honestly most of them.”
The Opportunity Right Now
Almost no pool or spa dealers are doing any of this yet. Most haven’t heard of AEO or GEO, let alone started applying them. That’s the opportunity. The dealers who start structuring their content and cleaning up their business information now have a real shot at becoming the default answer in their market before competitors even know this channel exists.
That window won’t stay open indefinitely. As more dealers catch on, the space gets more competitive, the same way organic search did years ago. Right now, being early is worth more than being perfect.
Dealers Showing Up in AI Answers Are Capturing Buyers Before Google Ever Enters the Picture
An AI-generated recommendation often isn’t a starting point for more research; it’s the last stop. A buyer asks, gets a confident answer with two or three names, and starts calling. There’s no scrolling through ten results, no comparing five open tabs. Whoever makes that short list has a real head start, and whoever doesn’t never even enters the conversation.
Dealerships that treat this as a real channel, not a novelty, are positioning themselves to be found at the exact moment a buyer is deciding who to trust, before that buyer ever opens a traditional search engine.
Frequently Asked Questions
What is AEO and how is it different from SEO?
AEO, answer engine optimization, is the practice of structuring content so it gets pulled directly into an AI-generated answer. SEO focuses on ranking on a results page, while AEO focuses on being cited inside the answer itself, which requires different signals like entity clarity and consistent third-party validation.
What is GEO in marketing?
GEO stands for generative engine optimization, the broader practice of optimizing a business’s online presence so generative AI tools can discover, understand, and confidently recommend it.
Why doesn’t my dealership show up when someone asks ChatGPT for recommendations?
AI tools pull recommendations based on clear, consistent, well-validated information across the web. If a dealership’s content isn’t structured to directly answer buyer questions, or its business information is inconsistent across sites, AI models are less likely to cite it.
Is AI search optimization different than doing SEO for my hot tub dealership?
Yes. They overlap but rely on different signals. SEO is built around ranking factors for a results page, while AI search optimization is built around entity clarity, structured direct answers, and third-party validation that AI models use to build a generated response.
How do I get my dealership included in AI-generated answers?
Start with consistent business information across your website, Google Business Profile, and directories, build content that directly answers real buyer questions, and build up reviews and third-party mentions that reinforce who you are and what you offer.
Greg is the founder and CEO of Stryde and a seasoned digital marketer who has worked with thousands of businesses, large and small, to generate more revenue via online marketing strategy and execution. Greg has written hundreds of blog posts as well as spoken at many events about online marketing strategy. You can follow Greg on Twitter and connect with him on LinkedIn.
